{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "FuzzBench custom analysis",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ksFDTbRv4wJq",
        "colab_type": "text"
      },
      "source": [
        "This Colab demonstrates how to use the FuzzBench analysis library to show experiment results that might not be included in the default report. "
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jHp878kXx7o5",
        "colab_type": "text"
      },
      "source": [
        "# Get the data\n",
        "\n",
        "Each report contains a link to the raw data,  e.g., see the bottom of our sample report: https://www.fuzzbench.com/reports/sample/index.html.\n",
        "\n",
        "Find all our published reports at https://www.fuzzbench.com/reports.\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uencDT44n_rH",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!wget https://www.fuzzbench.com/reports/sample/data.csv.gz"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "PSk0fl6zxdNL",
        "colab_type": "text"
      },
      "source": [
        "# Get the code"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jpCRiMGSnel9",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Install requirements.\n",
        "!pip install Orange3 pandas scikit-posthocs scipy seaborn\n",
        "# Get FuzzBench\n",
        "!git clone https://github.com/google/fuzzbench.git\n",
        "# Add fuzzbench to PYTHONPATH.\n",
        "import sys; sys.path.append('fuzzbench')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HAKEUNgVxKay",
        "colab_type": "text"
      },
      "source": [
        "# Experiment results"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nUKg76lKohGX",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import pandas\n",
        "from fuzzbench.analysis import experiment_results, plotting\n",
        "from IPython.display import SVG, Image\n",
        "\n",
        "# Load the data and initialize ExperimentResults.\n",
        "experiment_data = pandas.read_csv('data.csv.gz')\n",
        "fuzzer_names = experiment_data.fuzzer.unique()\n",
        "plotter = plotting.Plotter(fuzzer_names)\n",
        "results = experiment_results.ExperimentResults(experiment_data, '.', plotter)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "F-sulHbYzv2U",
        "colab_type": "text"
      },
      "source": [
        "## Top level results"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1_925XfIslG1",
        "colab_type": "code",
        "outputId": "68c9731b-eac5-43f6-d61f-ca9c5ec44462",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 718
        }
      },
      "source": [
        "results.summary_table"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th>fuzzer</th>\n",
              "      <th>afl</th>\n",
              "      <th>aflfast</th>\n",
              "      <th>aflplusplus</th>\n",
              "      <th>aflplusplus_mopt</th>\n",
              "      <th>aflsmart</th>\n",
              "      <th>eclipser</th>\n",
              "      <th>entropic</th>\n",
              "      <th>fairfuzz</th>\n",
              "      <th>fastcgs</th>\n",
              "      <th>fastcgs_br</th>\n",
              "      <th>fastcgs_lm</th>\n",
              "      <th>honggfuzz</th>\n",
              "      <th>lafintel</th>\n",
              "      <th>libfuzzer</th>\n",
              "      <th>mopt</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>benchmark</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>bloaty_fuzz_target</th>\n",
              "      <td>5375.5</td>\n",
              "      <td>5171.5</td>\n",
              "      <td>5161.5</td>\n",
              "      <td>5462.5</td>\n",
              "      <td>5422.5</td>\n",
              "      <td>4207.0</td>\n",
              "      <td>4816.0</td>\n",
              "      <td>5140.0</td>\n",
              "      <td>5665.0</td>\n",
              "      <td>5676.5</td>\n",
              "      <td>5695.0</td>\n",
              "      <td>5543.0</td>\n",
              "      <td>4979.5</td>\n",
              "      <td>4507.0</td>\n",
              "      <td>5620.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>curl_curl_fuzzer_http</th>\n",
              "      <td>5422.5</td>\n",
              "      <td>5324.5</td>\n",
              "      <td>5374.5</td>\n",
              "      <td>5398.5</td>\n",
              "      <td>5410.0</td>\n",
              "      <td>4422.5</td>\n",
              "      <td>5001.5</td>\n",
              "      <td>4854.0</td>\n",
              "      <td>5424.0</td>\n",
              "      <td>5420.5</td>\n",
              "      <td>5413.0</td>\n",
              "      <td>5481.0</td>\n",
              "      <td>5339.0</td>\n",
              "      <td>4847.5</td>\n",
              "      <td>5384.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>freetype2-2017</th>\n",
              "      <td>5333.5</td>\n",
              "      <td>5258.5</td>\n",
              "      <td>5192.5</td>\n",
              "      <td>5296.0</td>\n",
              "      <td>5356.5</td>\n",
              "      <td>4384.0</td>\n",
              "      <td>5597.0</td>\n",
              "      <td>5327.0</td>\n",
              "      <td>5276.0</td>\n",
              "      <td>5283.0</td>\n",
              "      <td>5368.5</td>\n",
              "      <td>7244.0</td>\n",
              "      <td>5097.0</td>\n",
              "      <td>4238.5</td>\n",
              "      <td>5345.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>harfbuzz-1.3.2</th>\n",
              "      <td>4281.5</td>\n",
              "      <td>4179.0</td>\n",
              "      <td>4121.0</td>\n",
              "      <td>4151.5</td>\n",
              "      <td>4284.0</td>\n",
              "      <td>3371.5</td>\n",
              "      <td>4261.5</td>\n",
              "      <td>3692.0</td>\n",
              "      <td>4314.0</td>\n",
              "      <td>4305.0</td>\n",
              "      <td>4275.5</td>\n",
              "      <td>4372.0</td>\n",
              "      <td>4089.0</td>\n",
              "      <td>4091.5</td>\n",
              "      <td>4248.5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>jsoncpp_jsoncpp_fuzzer</th>\n",
              "      <td>634.0</td>\n",
              "      <td>634.0</td>\n",
              "      <td>633.0</td>\n",
              "      <td>632.0</td>\n",
              "      <td>634.0</td>\n",
              "      <td>588.0</td>\n",
              "      <td>635.0</td>\n",
              "      <td>634.0</td>\n",
              "      <td>634.0</td>\n",
              "      <td>634.0</td>\n",
              "      <td>634.0</td>\n",
              "      <td>635.0</td>\n",
              "      <td>631.0</td>\n",
              "      <td>635.0</td>\n",
              "      <td>634.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>lcms-2017-03-21</th>\n",
              "      <td>1180.0</td>\n",
              "      <td>905.5</td>\n",
              "      <td>1115.5</td>\n",
              "      <td>906.0</td>\n",
              "      <td>1162.0</td>\n",
              "      <td>505.0</td>\n",
              "      <td>1319.0</td>\n",
              "      <td>1158.5</td>\n",
              "      <td>851.0</td>\n",
              "      <td>900.0</td>\n",
              "      <td>895.5</td>\n",
              "      <td>1006.0</td>\n",
              "      <td>1134.0</td>\n",
              "      <td>1236.5</td>\n",
              "      <td>856.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>libjpeg-turbo-07-2017</th>\n",
              "      <td>1443.0</td>\n",
              "      <td>1433.0</td>\n",
              "      <td>1431.5</td>\n",
              "      <td>1436.5</td>\n",
              "      <td>1432.0</td>\n",
              "      <td>1047.0</td>\n",
              "      <td>1447.5</td>\n",
              "      <td>1111.5</td>\n",
              "      <td>1432.0</td>\n",
              "      <td>1434.5</td>\n",
              "      <td>1436.0</td>\n",
              "      <td>1433.5</td>\n",
              "      <td>1423.0</td>\n",
              "      <td>1363.0</td>\n",
              "      <td>1439.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>libpcap_fuzz_both</th>\n",
              "      <td>69.5</td>\n",
              "      <td>124.0</td>\n",
              "      <td>21.5</td>\n",
              "      <td>114.5</td>\n",
              "      <td>18.0</td>\n",
              "      <td>1125.5</td>\n",
              "      <td>1771.5</td>\n",
              "      <td>371.0</td>\n",
              "      <td>69.0</td>\n",
              "      <td>21.0</td>\n",
              "      <td>67.0</td>\n",
              "      <td>1943.0</td>\n",
              "      <td>1728.0</td>\n",
              "      <td>1658.0</td>\n",
              "      <td>21.5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>libpng-1.2.56</th>\n",
              "      <td>631.0</td>\n",
              "      <td>629.0</td>\n",
              "      <td>631.0</td>\n",
              "      <td>523.0</td>\n",
              "      <td>671.5</td>\n",
              "      <td>517.0</td>\n",
              "      <td>644.5</td>\n",
              "      <td>632.0</td>\n",
              "      <td>524.0</td>\n",
              "      <td>525.0</td>\n",
              "      <td>524.0</td>\n",
              "      <td>677.0</td>\n",
              "      <td>644.0</td>\n",
              "      <td>632.0</td>\n",
              "      <td>525.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>libxml2-v2.9.2</th>\n",
              "      <td>4764.0</td>\n",
              "      <td>4497.0</td>\n",
              "      <td>4213.5</td>\n",
              "      <td>3537.5</td>\n",
              "      <td>4648.0</td>\n",
              "      <td>1734.5</td>\n",
              "      <td>4547.0</td>\n",
              "      <td>3595.0</td>\n",
              "      <td>3489.5</td>\n",
              "      <td>3329.0</td>\n",
              "      <td>3909.5</td>\n",
              "      <td>4607.5</td>\n",
              "      <td>4332.0</td>\n",
              "      <td>4394.5</td>\n",
              "      <td>3284.5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mbedtls_fuzz_dtlsclient</th>\n",
              "      <td>1677.0</td>\n",
              "      <td>1600.0</td>\n",
              "      <td>1653.5</td>\n",
              "      <td>1670.5</td>\n",
              "      <td>1676.0</td>\n",
              "      <td>1405.0</td>\n",
              "      <td>1633.5</td>\n",
              "      <td>1661.0</td>\n",
              "      <td>1656.0</td>\n",
              "      <td>1662.0</td>\n",
              "      <td>1684.0</td>\n",
              "      <td>1680.0</td>\n",
              "      <td>1595.5</td>\n",
              "      <td>1604.5</td>\n",
              "      <td>1687.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>openssl_x509</th>\n",
              "      <td>4076.5</td>\n",
              "      <td>4073.0</td>\n",
              "      <td>4075.0</td>\n",
              "      <td>4076.5</td>\n",
              "      <td>4077.0</td>\n",
              "      <td>4056.0</td>\n",
              "      <td>4076.5</td>\n",
              "      <td>4057.0</td>\n",
              "      <td>4077.0</td>\n",
              "      <td>4077.5</td>\n",
              "      <td>4078.0</td>\n",
              "      <td>4072.0</td>\n",
              "      <td>4073.5</td>\n",
              "      <td>4069.0</td>\n",
              "      <td>4075.5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>openthread-2019-12-23</th>\n",
              "      <td>1731.0</td>\n",
              "      <td>1525.5</td>\n",
              "      <td>1717.0</td>\n",
              "      <td>1716.5</td>\n",
              "      <td>1723.5</td>\n",
              "      <td>1658.5</td>\n",
              "      <td>1539.0</td>\n",
              "      <td>1139.0</td>\n",
              "      <td>1743.5</td>\n",
              "      <td>1744.0</td>\n",
              "      <td>1721.5</td>\n",
              "      <td>1736.5</td>\n",
              "      <td>1523.0</td>\n",
              "      <td>1538.0</td>\n",
              "      <td>1711.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>php_php-fuzz-parser</th>\n",
              "      <td>11224.0</td>\n",
              "      <td>11080.5</td>\n",
              "      <td>11139.5</td>\n",
              "      <td>11118.5</td>\n",
              "      <td>11225.0</td>\n",
              "      <td>9862.0</td>\n",
              "      <td>11070.0</td>\n",
              "      <td>10788.5</td>\n",
              "      <td>11187.5</td>\n",
              "      <td>11189.5</td>\n",
              "      <td>11310.5</td>\n",
              "      <td>11498.5</td>\n",
              "      <td>10947.0</td>\n",
              "      <td>10203.0</td>\n",
              "      <td>11193.5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>proj4-2017-08-14</th>\n",
              "      <td>2153.5</td>\n",
              "      <td>2038.0</td>\n",
              "      <td>2126.0</td>\n",
              "      <td>1994.5</td>\n",
              "      <td>2127.0</td>\n",
              "      <td>74.0</td>\n",
              "      <td>2374.0</td>\n",
              "      <td>2052.0</td>\n",
              "      <td>1945.0</td>\n",
              "      <td>1999.5</td>\n",
              "      <td>1954.5</td>\n",
              "      <td>3269.0</td>\n",
              "      <td>2096.0</td>\n",
              "      <td>2308.5</td>\n",
              "      <td>1984.5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>re2-2014-12-09</th>\n",
              "      <td>2270.5</td>\n",
              "      <td>2271.0</td>\n",
              "      <td>2265.0</td>\n",
              "      <td>2244.5</td>\n",
              "      <td>2271.5</td>\n",
              "      <td>1941.0</td>\n",
              "      <td>2297.0</td>\n",
              "      <td>2271.5</td>\n",
              "      <td>2267.0</td>\n",
              "      <td>2265.0</td>\n",
              "      <td>2249.0</td>\n",
              "      <td>2291.0</td>\n",
              "      <td>2248.5</td>\n",
              "      <td>2303.0</td>\n",
              "      <td>2250.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>sqlite3_ossfuzz</th>\n",
              "      <td>17401.0</td>\n",
              "      <td>16582.5</td>\n",
              "      <td>16739.5</td>\n",
              "      <td>16648.5</td>\n",
              "      <td>17317.0</td>\n",
              "      <td>5457.5</td>\n",
              "      <td>11072.0</td>\n",
              "      <td>9393.0</td>\n",
              "      <td>11777.5</td>\n",
              "      <td>12981.5</td>\n",
              "      <td>17774.0</td>\n",
              "      <td>13135.5</td>\n",
              "      <td>12177.0</td>\n",
              "      <td>9026.5</td>\n",
              "      <td>17278.5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>systemd_fuzz-link-parser</th>\n",
              "      <td>990.0</td>\n",
              "      <td>987.5</td>\n",
              "      <td>983.0</td>\n",
              "      <td>982.0</td>\n",
              "      <td>990.0</td>\n",
              "      <td>932.5</td>\n",
              "      <td>982.0</td>\n",
              "      <td>922.5</td>\n",
              "      <td>990.0</td>\n",
              "      <td>990.0</td>\n",
              "      <td>990.0</td>\n",
              "      <td>1008.5</td>\n",
              "      <td>980.0</td>\n",
              "      <td>829.0</td>\n",
              "      <td>989.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>vorbis-2017-12-11</th>\n",
              "      <td>1007.0</td>\n",
              "      <td>1000.0</td>\n",
              "      <td>989.5</td>\n",
              "      <td>994.5</td>\n",
              "      <td>1011.5</td>\n",
              "      <td>888.0</td>\n",
              "      <td>1007.0</td>\n",
              "      <td>999.0</td>\n",
              "      <td>1013.5</td>\n",
              "      <td>1014.5</td>\n",
              "      <td>1014.5</td>\n",
              "      <td>998.0</td>\n",
              "      <td>978.5</td>\n",
              "      <td>990.0</td>\n",
              "      <td>1012.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>woff2-2016-05-06</th>\n",
              "      <td>1037.5</td>\n",
              "      <td>969.5</td>\n",
              "      <td>1034.0</td>\n",
              "      <td>1056.5</td>\n",
              "      <td>1038.0</td>\n",
              "      <td>830.5</td>\n",
              "      <td>1091.0</td>\n",
              "      <td>949.0</td>\n",
              "      <td>1035.5</td>\n",
              "      <td>1061.0</td>\n",
              "      <td>1071.5</td>\n",
              "      <td>1108.5</td>\n",
              "      <td>1009.5</td>\n",
              "      <td>1020.5</td>\n",
              "      <td>1062.5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>zlib_zlib_uncompress_fuzzer</th>\n",
              "      <td>329.5</td>\n",
              "      <td>323.0</td>\n",
              "      <td>330.0</td>\n",
              "      <td>329.0</td>\n",
              "      <td>330.0</td>\n",
              "      <td>311.0</td>\n",
              "      <td>337.0</td>\n",
              "      <td>332.0</td>\n",
              "      <td>337.0</td>\n",
              "      <td>333.5</td>\n",
              "      <td>329.0</td>\n",
              "      <td>332.0</td>\n",
              "      <td>330.5</td>\n",
              "      <td>335.5</td>\n",
              "      <td>329.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "fuzzer                           afl  aflfast  ...  libfuzzer     mopt\n",
              "benchmark                                      ...                    \n",
              "bloaty_fuzz_target            5375.5   5171.5  ...     4507.0   5620.0\n",
              "curl_curl_fuzzer_http         5422.5   5324.5  ...     4847.5   5384.0\n",
              "freetype2-2017                5333.5   5258.5  ...     4238.5   5345.0\n",
              "harfbuzz-1.3.2                4281.5   4179.0  ...     4091.5   4248.5\n",
              "jsoncpp_jsoncpp_fuzzer         634.0    634.0  ...      635.0    634.0\n",
              "lcms-2017-03-21               1180.0    905.5  ...     1236.5    856.0\n",
              "libjpeg-turbo-07-2017         1443.0   1433.0  ...     1363.0   1439.0\n",
              "libpcap_fuzz_both               69.5    124.0  ...     1658.0     21.5\n",
              "libpng-1.2.56                  631.0    629.0  ...      632.0    525.0\n",
              "libxml2-v2.9.2                4764.0   4497.0  ...     4394.5   3284.5\n",
              "mbedtls_fuzz_dtlsclient       1677.0   1600.0  ...     1604.5   1687.0\n",
              "openssl_x509                  4076.5   4073.0  ...     4069.0   4075.5\n",
              "openthread-2019-12-23         1731.0   1525.5  ...     1538.0   1711.0\n",
              "php_php-fuzz-parser          11224.0  11080.5  ...    10203.0  11193.5\n",
              "proj4-2017-08-14              2153.5   2038.0  ...     2308.5   1984.5\n",
              "re2-2014-12-09                2270.5   2271.0  ...     2303.0   2250.0\n",
              "sqlite3_ossfuzz              17401.0  16582.5  ...     9026.5  17278.5\n",
              "systemd_fuzz-link-parser       990.0    987.5  ...      829.0    989.0\n",
              "vorbis-2017-12-11             1007.0   1000.0  ...      990.0   1012.0\n",
              "woff2-2016-05-06              1037.5    969.5  ...     1020.5   1062.5\n",
              "zlib_zlib_uncompress_fuzzer    329.5    323.0  ...      335.5    329.0\n",
              "\n",
              "[21 rows x 15 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "83M0iBha1gwi",
        "colab_type": "text"
      },
      "source": [
        "### Rank by median on benchmarks, then by average *rank*\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ArkdFarF1DlY",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 333
        },
        "outputId": "ce871b14-ee59-4aa6-ac2f-a381f6cc170e"
      },
      "source": [
        "# The critial difference plot visualizes this ranking\n",
        "SVG(results.critical_difference_plot)"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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          "metadata": {
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          "execution_count": 5
        }
      ]
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        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 521
        }
      },
      "source": [
        "results.rank_by_median_and_average_rank.to_frame()"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>average rank</th>\n",
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              "    <tr>\n",
              "      <th>fuzzer</th>\n",
              "      <th></th>\n",
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              "      <th>honggfuzz</th>\n",
              "      <td>3.738095</td>\n",
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              "      <th>fastcgs_lm</th>\n",
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              "      <th>fastcgs_br</th>\n",
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              "      <th>aflplusplus_mopt</th>\n",
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              "      <td>10.047619</td>\n",
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              "      <td>14.142857</td>\n",
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            "text/plain": [
              "                  average rank\n",
              "fuzzer                        \n",
              "honggfuzz             3.738095\n",
              "afl                   5.309524\n",
              "aflsmart              5.452381\n",
              "entropic              5.833333\n",
              "fastcgs_lm            6.166667\n",
              "fastcgs_br            6.619048\n",
              "fastcgs               7.357143\n",
              "mopt                  7.738095\n",
              "aflplusplus_mopt      9.023810\n",
              "aflplusplus           9.285714\n",
              "libfuzzer             9.404762\n",
              "aflfast               9.452381\n",
              "fairfuzz             10.047619\n",
              "lafintel             10.428571\n",
              "eclipser             14.142857"
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          "execution_count": 6
        }
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    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "OiL_eV1o1Z5J",
        "colab_type": "text"
      },
      "source": [
        "### Rank by pair-wise statistical test wins on benchmarks, then by average rank\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mo7zxADose5u",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 521
        },
        "outputId": "6ecbd629-2ad1-44d7-cd45-fd7985cf3066"
      },
      "source": [
        "results.rank_by_stat_test_wins_and_average_rank.to_frame()"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "      <th></th>\n",
              "      <th>average rank</th>\n",
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              "    <tr>\n",
              "      <th>fuzzer</th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>honggfuzz</th>\n",
              "      <td>3.833333</td>\n",
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              "      <th>entropic</th>\n",
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              "      <td>7.309524</td>\n",
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              "      <td>10.238095</td>\n",
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              "    <tr>\n",
              "      <th>lafintel</th>\n",
              "      <td>10.404762</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>eclipser</th>\n",
              "      <td>14.142857</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                  average rank\n",
              "fuzzer                        \n",
              "honggfuzz             3.833333\n",
              "afl                   4.976190\n",
              "aflsmart              5.476190\n",
              "entropic              6.023810\n",
              "fastcgs_lm            6.285714\n",
              "fastcgs_br            6.738095\n",
              "fastcgs               7.309524\n",
              "mopt                  7.904762\n",
              "aflplusplus_mopt      8.690476\n",
              "aflplusplus           9.000000\n",
              "aflfast               9.380952\n",
              "libfuzzer             9.595238\n",
              "fairfuzz             10.238095\n",
              "lafintel             10.404762\n",
              "eclipser             14.142857"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "FtlqJC3911wJ",
        "colab_type": "text"
      },
      "source": [
        "### Rank by median on benchmarks, then by avereage normalized score"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vemqVRl318H-",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 521
        },
        "outputId": "9a92462a-900e-4d16-df5e-5e88f7bc8e5e"
      },
      "source": [
        "results.rank_by_median_and_average_normalized_score.to_frame()"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "\n",
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              "        text-align: right;\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>average normalized score</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>fuzzer</th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>honggfuzz</th>\n",
              "      <td>97.077537</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>entropic</th>\n",
              "      <td>92.542417</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>afl</th>\n",
              "      <td>90.383558</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>lafintel</th>\n",
              "      <td>90.352503</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>aflsmart</th>\n",
              "      <td>90.320366</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>aflplusplus</th>\n",
              "      <td>88.456202</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>fastcgs_lm</th>\n",
              "      <td>87.967102</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>libfuzzer</th>\n",
              "      <td>87.768016</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>aflfast</th>\n",
              "      <td>87.138512</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mopt</th>\n",
              "      <td>86.758725</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>aflplusplus_mopt</th>\n",
              "      <td>86.757792</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>fastcgs_br</th>\n",
              "      <td>86.041217</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>fastcgs</th>\n",
              "      <td>85.643434</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>fairfuzz</th>\n",
              "      <td>82.598597</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>eclipser</th>\n",
              "      <td>71.151057</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                  average normalized score\n",
              "fuzzer                                    \n",
              "honggfuzz                        97.077537\n",
              "entropic                         92.542417\n",
              "afl                              90.383558\n",
              "lafintel                         90.352503\n",
              "aflsmart                         90.320366\n",
              "aflplusplus                      88.456202\n",
              "fastcgs_lm                       87.967102\n",
              "libfuzzer                        87.768016\n",
              "aflfast                          87.138512\n",
              "mopt                             86.758725\n",
              "aflplusplus_mopt                 86.757792\n",
              "fastcgs_br                       86.041217\n",
              "fastcgs                          85.643434\n",
              "fairfuzz                         82.598597\n",
              "eclipser                         71.151057"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aPTUjyAU2FGW",
        "colab_type": "text"
      },
      "source": [
        "### Rank by average rank on benchmarks, then by avereage rank"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XM7fd6ib2Gjj",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 521
        },
        "outputId": "cb21a606-e652-4cdf-f8fb-828d8bb88cd3"
      },
      "source": [
        "results.rank_by_average_rank_and_average_rank.to_frame()"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "    .dataframe thead th {\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>average rank</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>fuzzer</th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>honggfuzz</th>\n",
              "      <td>3.666667</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>afl</th>\n",
              "      <td>5.071429</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>aflsmart</th>\n",
              "      <td>5.404762</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>entropic</th>\n",
              "      <td>5.833333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>fastcgs_lm</th>\n",
              "      <td>6.380952</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>fastcgs_br</th>\n",
              "      <td>6.809524</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>fastcgs</th>\n",
              "      <td>7.428571</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mopt</th>\n",
              "      <td>7.833333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>aflplusplus_mopt</th>\n",
              "      <td>8.857143</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>aflplusplus</th>\n",
              "      <td>9.190476</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>libfuzzer</th>\n",
              "      <td>9.404762</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>aflfast</th>\n",
              "      <td>9.476190</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>fairfuzz</th>\n",
              "      <td>10.071429</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>lafintel</th>\n",
              "      <td>10.285714</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>eclipser</th>\n",
              "      <td>14.285714</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                  average rank\n",
              "fuzzer                        \n",
              "honggfuzz             3.666667\n",
              "afl                   5.071429\n",
              "aflsmart              5.404762\n",
              "entropic              5.833333\n",
              "fastcgs_lm            6.380952\n",
              "fastcgs_br            6.809524\n",
              "fastcgs               7.428571\n",
              "mopt                  7.833333\n",
              "aflplusplus_mopt      8.857143\n",
              "aflplusplus           9.190476\n",
              "libfuzzer             9.404762\n",
              "aflfast               9.476190\n",
              "fairfuzz             10.071429\n",
              "lafintel             10.285714\n",
              "eclipser             14.285714"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "q8NaP_ox2Mrz",
        "colab_type": "text"
      },
      "source": [
        "# Benchmark level results"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iH000cvXuAlv",
        "colab_type": "code",
        "outputId": "99ef80d0-b6e9-4bb0-daa6-568beaa56e87",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 370
        }
      },
      "source": [
        "# List benchmarks\n",
        "benchmarks = {b.name:b for b in results.benchmarks}\n",
        "for benchmark_name in benchmarks.keys(): print(benchmark_name)"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "bloaty_fuzz_target\n",
            "curl_curl_fuzzer_http\n",
            "freetype2-2017\n",
            "harfbuzz-1.3.2\n",
            "jsoncpp_jsoncpp_fuzzer\n",
            "lcms-2017-03-21\n",
            "libjpeg-turbo-07-2017\n",
            "libpcap_fuzz_both\n",
            "libpng-1.2.56\n",
            "libxml2-v2.9.2\n",
            "mbedtls_fuzz_dtlsclient\n",
            "openssl_x509\n",
            "openthread-2019-12-23\n",
            "php_php-fuzz-parser\n",
            "proj4-2017-08-14\n",
            "re2-2014-12-09\n",
            "sqlite3_ossfuzz\n",
            "systemd_fuzz-link-parser\n",
            "vorbis-2017-12-11\n",
            "woff2-2016-05-06\n",
            "zlib_zlib_uncompress_fuzzer\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "X62DQuHkulQk",
        "colab_type": "code",
        "outputId": "43e27357-be2b-4845-df55-a07fb90b2196",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 504
        }
      },
      "source": [
        "sqlite = benchmarks['sqlite3_ossfuzz']\n",
        "SVG(sqlite.violin_plot)"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<IPython.core.display.SVG object>"
            ],
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          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
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          "height": 529
        }
      },
      "source": [
        "SVG(sqlite.mann_whitney_plot)"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
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          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1jo-5PlAv7gt",
        "colab_type": "code",
        "outputId": "1b24b804-cd4e-481f-a2e7-c3dc437336ec",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 793
        }
      },
      "source": [
        "# Show p values\n",
        "sqlite.mann_whitney_p_values"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "      <td>6.757379e-08</td>\n",
              "      <td>6.747850e-08</td>\n",
              "      <td>6.757379e-08</td>\n",
              "      <td>6.757379e-08</td>\n",
              "      <td>6.757379e-08</td>\n",
              "      <td>6.757379e-08</td>\n",
              "      <td>6.757379e-08</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>entropic</th>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.757379e-08</td>\n",
              "      <td>NaN</td>\n",
              "      <td>3.369152e-01</td>\n",
              "      <td>4.600727e-04</td>\n",
              "      <td>1.063112e-07</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>2.355659e-06</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>fairfuzz</th>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.757379e-08</td>\n",
              "      <td>3.369152e-01</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.719297e-01</td>\n",
              "      <td>9.783050e-03</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.557193e-03</td>\n",
              "      <td>4.679162e-02</td>\n",
              "      <td>2.748342e-02</td>\n",
              "      <td>6.795615e-08</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>fastcgs</th>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.757379e-08</td>\n",
              "      <td>4.600727e-04</td>\n",
              "      <td>1.719297e-01</td>\n",
              "      <td>NaN</td>\n",
              "      <td>3.411263e-07</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>7.898034e-08</td>\n",
              "      <td>5.629036e-04</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>fastcgs_br</th>\n",
              "      <td>6.786039e-08</td>\n",
              "      <td>6.786039e-08</td>\n",
              "      <td>6.786039e-08</td>\n",
              "      <td>6.786039e-08</td>\n",
              "      <td>6.786039e-08</td>\n",
              "      <td>6.747850e-08</td>\n",
              "      <td>1.063112e-07</td>\n",
              "      <td>9.783050e-03</td>\n",
              "      <td>3.411263e-07</td>\n",
              "      <td>NaN</td>\n",
              "      <td>6.786039e-08</td>\n",
              "      <td>3.234590e-01</td>\n",
              "      <td>2.340162e-03</td>\n",
              "      <td>6.786039e-08</td>\n",
              "      <td>6.786039e-08</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>fastcgs_lm</th>\n",
              "      <td>5.895917e-05</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>3.490393e-05</td>\n",
              "      <td>6.757379e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.786039e-08</td>\n",
              "      <td>NaN</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>1.599724e-05</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>honggfuzz</th>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.757379e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.557193e-03</td>\n",
              "      <td>7.898034e-08</td>\n",
              "      <td>3.234590e-01</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.609813e-04</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>lafintel</th>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.757379e-08</td>\n",
              "      <td>2.355659e-06</td>\n",
              "      <td>4.679162e-02</td>\n",
              "      <td>5.629036e-04</td>\n",
              "      <td>2.340162e-03</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>1.609813e-04</td>\n",
              "      <td>NaN</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>libfuzzer</th>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.757379e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>2.748342e-02</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.786039e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>NaN</td>\n",
              "      <td>6.795615e-08</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mopt</th>\n",
              "      <td>2.616165e-01</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>3.415576e-07</td>\n",
              "      <td>1.657079e-07</td>\n",
              "      <td>4.487875e-01</td>\n",
              "      <td>6.757379e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.786039e-08</td>\n",
              "      <td>1.599724e-05</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>6.795615e-08</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "fuzzer                     afl       aflfast  ...     libfuzzer          mopt\n",
              "fuzzer                                        ...                            \n",
              "afl                        NaN  6.795615e-08  ...  6.795615e-08  2.616165e-01\n",
              "aflfast           6.795615e-08           NaN  ...  6.795615e-08  6.795615e-08\n",
              "aflplusplus       1.917712e-07  1.298038e-01  ...  6.795615e-08  3.415576e-07\n",
              "aflplusplus_mopt  6.795615e-08  5.075053e-01  ...  6.795615e-08  1.657079e-07\n",
              "aflsmart          5.608517e-01  6.795615e-08  ...  6.795615e-08  4.487875e-01\n",
              "eclipser          6.757379e-08  6.757379e-08  ...  6.757379e-08  6.757379e-08\n",
              "entropic          6.795615e-08  6.795615e-08  ...  6.795615e-08  6.795615e-08\n",
              "fairfuzz          6.795615e-08  6.795615e-08  ...  2.748342e-02  6.795615e-08\n",
              "fastcgs           6.795615e-08  6.795615e-08  ...  6.795615e-08  6.795615e-08\n",
              "fastcgs_br        6.786039e-08  6.786039e-08  ...  6.786039e-08  6.786039e-08\n",
              "fastcgs_lm        5.895917e-05  6.795615e-08  ...  6.795615e-08  1.599724e-05\n",
              "honggfuzz         6.795615e-08  6.795615e-08  ...  6.795615e-08  6.795615e-08\n",
              "lafintel          6.795615e-08  6.795615e-08  ...  6.795615e-08  6.795615e-08\n",
              "libfuzzer         6.795615e-08  6.795615e-08  ...           NaN  6.795615e-08\n",
              "mopt              2.616165e-01  6.795615e-08  ...  6.795615e-08           NaN\n",
              "\n",
              "[15 rows x 15 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        }
      ]
    }
  ]
}
